Matches in SemOpenAlex for { <https://semopenalex.org/work/W2019016783> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W2019016783 endingPage "312" @default.
- W2019016783 startingPage "301" @default.
- W2019016783 abstract "In this article, we consider the problem of comparing two binary classifiers evaluated on the same sample. McNemar’s test can be used to compare overall predictive accuracy. However, to evaluate the classifiers in a clinically relevant manner, expected misclassification cost should be accounted for. We show that a Wald-type test can be constructed for this purpose. We further derive a likelihood ratio test for comparison of two classifiers based on expected misclassification cost. The null distribution of the test statistic is approximated by simulation from strategically chosen parameter values. The properties of the tests are examined through simulation of correlated classification indicators. The Wald-type test has approximate Type I error control while maintaining a power advantage over the likelihood ratio test and is therefore recommended for most applications. If conservative error control is desired, the likelihood ratio test calibrated from several strategically chosen parameter values is recommended. The methods are illustrated on a prospective cohort study of coronary heart disease and also on a case–control study of preeclampsia. An interval of misclassification cost ratios for which the Wald test rejects the null hypothesis of equal expected misclassification cost is reported. Full simulation results are available as supplementary tables (S1–S6) in the online supplementary materials." @default.
- W2019016783 created "2016-06-24" @default.
- W2019016783 creator A5009660168 @default.
- W2019016783 creator A5026424955 @default.
- W2019016783 creator A5034379072 @default.
- W2019016783 creator A5056394743 @default.
- W2019016783 creator A5077804071 @default.
- W2019016783 date "2012-07-01" @default.
- W2019016783 modified "2023-09-27" @default.
- W2019016783 title "Comparing the Expected Misclassification Cost for Two Classifiers Based on Estimates From the Same Sample" @default.
- W2019016783 cites W1460189015 @default.
- W2019016783 cites W1964770362 @default.
- W2019016783 cites W1971172649 @default.
- W2019016783 cites W1986873494 @default.
- W2019016783 cites W1990611835 @default.
- W2019016783 cites W2005587766 @default.
- W2019016783 cites W2016966976 @default.
- W2019016783 cites W2021560851 @default.
- W2019016783 cites W2027323362 @default.
- W2019016783 cites W2034614007 @default.
- W2019016783 cites W2036695808 @default.
- W2019016783 cites W2046076301 @default.
- W2019016783 cites W2046182182 @default.
- W2019016783 cites W2049446938 @default.
- W2019016783 cites W2076983043 @default.
- W2019016783 cites W2117352205 @default.
- W2019016783 cites W2132188348 @default.
- W2019016783 cites W2151599748 @default.
- W2019016783 cites W2153557546 @default.
- W2019016783 cites W4251118184 @default.
- W2019016783 doi "https://doi.org/10.1080/19466315.2012.695263" @default.
- W2019016783 hasPublicationYear "2012" @default.
- W2019016783 type Work @default.
- W2019016783 sameAs 2019016783 @default.
- W2019016783 citedByCount "1" @default.
- W2019016783 countsByYear W20190167832018 @default.
- W2019016783 crossrefType "journal-article" @default.
- W2019016783 hasAuthorship W2019016783A5009660168 @default.
- W2019016783 hasAuthorship W2019016783A5026424955 @default.
- W2019016783 hasAuthorship W2019016783A5034379072 @default.
- W2019016783 hasAuthorship W2019016783A5056394743 @default.
- W2019016783 hasAuthorship W2019016783A5077804071 @default.
- W2019016783 hasConcept C103463560 @default.
- W2019016783 hasConcept C105795698 @default.
- W2019016783 hasConcept C129848803 @default.
- W2019016783 hasConcept C154606282 @default.
- W2019016783 hasConcept C186282968 @default.
- W2019016783 hasConcept C191988596 @default.
- W2019016783 hasConcept C203274628 @default.
- W2019016783 hasConcept C33923547 @default.
- W2019016783 hasConcept C40696583 @default.
- W2019016783 hasConcept C44249647 @default.
- W2019016783 hasConcept C87007009 @default.
- W2019016783 hasConcept C9483764 @default.
- W2019016783 hasConceptScore W2019016783C103463560 @default.
- W2019016783 hasConceptScore W2019016783C105795698 @default.
- W2019016783 hasConceptScore W2019016783C129848803 @default.
- W2019016783 hasConceptScore W2019016783C154606282 @default.
- W2019016783 hasConceptScore W2019016783C186282968 @default.
- W2019016783 hasConceptScore W2019016783C191988596 @default.
- W2019016783 hasConceptScore W2019016783C203274628 @default.
- W2019016783 hasConceptScore W2019016783C33923547 @default.
- W2019016783 hasConceptScore W2019016783C40696583 @default.
- W2019016783 hasConceptScore W2019016783C44249647 @default.
- W2019016783 hasConceptScore W2019016783C87007009 @default.
- W2019016783 hasConceptScore W2019016783C9483764 @default.
- W2019016783 hasIssue "3" @default.
- W2019016783 hasLocation W20190167831 @default.
- W2019016783 hasOpenAccess W2019016783 @default.
- W2019016783 hasPrimaryLocation W20190167831 @default.
- W2019016783 hasRelatedWork W1972009724 @default.
- W2019016783 hasRelatedWork W1972938020 @default.
- W2019016783 hasRelatedWork W1974030868 @default.
- W2019016783 hasRelatedWork W1996843362 @default.
- W2019016783 hasRelatedWork W2021332116 @default.
- W2019016783 hasRelatedWork W2025965017 @default.
- W2019016783 hasRelatedWork W2075921969 @default.
- W2019016783 hasRelatedWork W2144631440 @default.
- W2019016783 hasRelatedWork W2167871725 @default.
- W2019016783 hasRelatedWork W3083034493 @default.
- W2019016783 hasVolume "4" @default.
- W2019016783 isParatext "false" @default.
- W2019016783 isRetracted "false" @default.
- W2019016783 magId "2019016783" @default.
- W2019016783 workType "article" @default.